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   		  <h1>ConvNetJS MNIST demo</h1> 
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            relu (24x24x8)
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            Lia Luogo
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      		<div class="area" id="n1">
      			<p>This demo trains a Convolutional Neural Network on the MNIST digits dataset in your browser, with nothing but Javascript. The dataset is fairly easy and one should expect to get somewhere around 99% accuracy within few minutes. I used this python script to parse the original files into batches of images that can be easily loaded into page DOM with img tags.</p><br />
      			<p>This network takes a 28x28 MNIST image and crops a random 24x24 window before training on it (this technique is called data augmentation and improves generalization). Similarly to do prediction, 4 random crops are sampled and the probabilities across all crops are averaged to produce final predictions. The network runs at about 5ms for both forward and backward pass on my reasonably decent Ubuntu+Chrome machine.</p><br />
      			<p>By default, in this demo we're using Adadelta which is one of per-parameter adaptive step size methods, so we don't have to worry about changing learning rates or momentum over time. However, I still included the text fields for changing these if you'd like to play around with SGD+Momentum trainer.</p><br />
      			<p>Report questions/bugs/suggestions to <a href="#">@karpathy.</a></p>
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            		resume
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          		<p>Forward time per example: 2ms <br />
				Backprop time per example: 2ms <br />
				Classification loss: 0.06001 <br />
				L2 Weight decay loss: 0.00195 <br />
				Training accuracy: 1 <br />
				Validation accuracy: 0.86 <br />
				Examples seen: 5906 <br />
				</p>
				Learning rate: &nbsp;<input type="text" value="0.01"/>
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            		change
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          		Momentum: &nbsp;&nbsp;&nbsp;<input type="text" value="0.9"/>
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            		change
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          		Batch size:&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &nbsp;<input type="text" value="20"/>
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            		change
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          		Weight decay: <input type="text" value="0.001"/>
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            		change
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            		save network snapshot as JSON
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            		init network from JSON snapshot
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          		</textarea>
          	  </div>
      		</div>
      		<div class="area" id="n3">
      			<textarea name="" rows="15" cols="50">
      				layer_defs = [];
layer_defs.push({type:'input', out_sx:24, out_sy:24, out_depth:1});
layer_defs.push({type:'conv', sx:5, filters:8, stride:1, pad:2, activation:'relu'});
layer_defs.push({type:'pool', sx:2, stride:2});
layer_defs.push({type:'conv', sx:5, filters:16, stride:1, pad:2, activation:'relu'});
layer_defs.push({type:'pool', sx:3, stride:3});
layer_defs.push({type:'softmax', num_classes:10});

net = new convnetjs.Net();
net.makeLayers(layer_defs);

trainer = new convnetjs.SGDTrainer(net, {method:'adadelta', batch_size:20, l2_decay:0.001});

      			</textarea>
      			<br />
      			<md-button id="btn">
            		init network from JSON snapshot
          		</md-button>
      		</div>
      		<div class="area" id="n4">
      			<div class="network_star">
      			  <div style="background:pink;opacity:'0.4';font-size:20px;color:yellow;height:280px;width:300px;position:absolute;" class="big">
					<p>input (24x24x1)</p>
					<p>conv (24x24x8)</p>
					<p>relu (24x24x8)</p>
					<p>pool (12x12x8)</p>
					<p>conv (12x12x16)</p>
					<p>relu (12x12x16)</p>
					<p>pool (4x4x16)</p>
					<p>fc (1x1x10)</p>
					<p>softmax (1x1x10)</p>
      			  </div>
      			</div>
      		</div>
      		<div class="area" id="n5">
		<div class="box">
			<div class="box_left">
				<img src="img/0.png" alt="" />
			</div>
			<div class="box_right">
				<p class="n1">0</p>
				<p class="n2">6</p>
				<p class="n3">9</p>
			</div>
		</div>
		<div class="box">
			<div class="box_left">
				<img src="img/1.png" alt="" />
			</div>
			<div class="box_right">
				<p class="n1">1</p>
				<p class="n2">7</p>
				<p class="n3">6</p>
			</div>
		</div>
		<div class="box">
			<div class="box_left">
				<img src="img/2.png" alt="" />
			</div>
			<div class="box_right">
				<p class="n1">2</p>
				<p class="n2">3</p>
				<p class="n3">4</p>
			</div>
		</div>
		<div class="box">
			<div class="box_left">
				<img src="img/3.png" alt="" />
			</div>
			<div class="box_right">
				<p class="n1">3</p>
				<p class="n2">9</p>
				<p class="n3">4</p>
			</div>
		</div>
		<div class="box">
			<div class="box_left">
				<img src="img/4.png" alt="" />
			</div>
			<div class="box_right">
				<p class="n1">4</p>
				<p class="n2">9</p>
				<p class="n3">7</p>
			</div>
		</div>
		<div class="box">
			<div class="box_left">
				<img src="img/5.png" alt="" />
			</div>
			<div class="box_right">
				<p class="n1">5</p>
				<p class="n2">8</p>
				<p class="n3">7</p>
			</div>
		</div>
		<div class="box">
			<div class="box_left">
				<img src="img/6.png" alt="" />
			</div>
			<div class="box_right">
				<p class="n1">6</p>
				<p class="n2">9</p>
				<p class="n3">7</p>
			</div>
		</div>
		<div class="box">
			<div class="box_left">
				<img src="img/7.png" alt="" />
			</div>
			<div class="box_right">
				<p class="n1">7</p>
				<p class="n2">1</p>
				<p class="n3">9</p>
			</div>
		</div>
		<div class="box">
			<div class="box_left">
				<img src="img/8.png" alt="" />
			</div>
			<div class="box_right">
				<p class="n1">8</p>
				<p class="n2">9</p>
				<p class="n3">0</p>
			</div>
		</div>
		<div class="box">
			<div class="box_left">
				<img src="img/9.png" alt="" />
			</div>
			<div class="box_right">
				<p class="n1">9</p>
				<p class="n2">8</p>
				<p class="n3">0</p>
			</div>
		</div>
		<div class="box">
			<div class="box_left">
				<img src="img/0.png" alt="" />
			</div>
			<div class="box_right">
				<p class="n1">0</p>
				<p class="n2">6</p>
				<p class="n3">9</p>
			</div>
		</div>
		<div class="box">
			<div class="box_left">
				<img src="img/9.png" alt="" />
			</div>
			<div class="box_right">
				<p class="n1">9</p>
				<p class="n2">8</p>
				<p class="n3">0</p>
			</div>
		</div>
      		</div>
      		<div class="area" id="n11">
      			<div class="input">
      				<div class="input_left">
      					<h3>input (24x24x1)</h3>
      					<p>max activation: <span id="span"></span>, min: 0</p>
      					<p>max gradient: <span id="span1"></span>, min: -0.00001</p>
      				</div>
      				<div class="input_right">
      					<h3>Activations:</h3>
      					<canvas id="actmap" width="48" height="48"></canvas>
      					<br />
      					<h3>Activation Gradients:</h3>
      					<canvas id="actmap1" width="48" height="48"></canvas>
      				</div>
      			</div>
      		</div>
      		<div class="area" id="n22">
      			<div class="input">
      				<div class="input_left">
      					<h3>conv (24x24x8)</h3>
      					<p>filter size 5x5x1, stride 1 <span id="span"></span></p>
      					<p>max activation: <span id="span">22</span>, min: 0</p>
      					<p>max gradient: <span id="span1">22</span>, min: -0.00001</p>
      					<p>parameters: 8x5x5x1+8 = 208</p>
      				</div>
      				<div class="input_right">
      					<h3>Activations:</h3>
      					<canvas id="actmap" width="48" height="48"></canvas>
      					<br />
      					<h3>Activation Gradients:</h3>
      					<canvas id="actmap1" width="48" height="48"></canvas>
      					<h3>Weights:</h3>
      					<img src="img/10.png" alt="" />&nbsp;
      					<img src="img/11.png" alt="" />&nbsp;
      					<img src="img/12.png" alt="" />&nbsp;
      					<img src="img/13.png" alt="" />&nbsp;
      					<img src="img/14.png" alt="" />&nbsp;
      					<img src="img/15.png" alt="" />&nbsp;
      					<img src="img/16.png" alt="" />&nbsp;
      					<h3>Weight Gradients:</h3>
      					<img src="img/17.png" alt="" />&nbsp;
      					<img src="img/18.png" alt="" />&nbsp;
      					<img src="img/19.png" alt="" />&nbsp;
      					<img src="img/10.png" alt="" />&nbsp;
      					<img src="img/12.png" alt="" />&nbsp;
      					<img src="img/14.png" alt="" />&nbsp;
      					<img src="img/16.png" alt="" />&nbsp;
      				</div>
      			</div>
      		</div>
      		<div class="area" id="n33">
      			<div class="input">
      				<div class="input_left">
      					<h3>relu (24x24x8)</h3>
      					<p>max activation:  <span id="span"></span>, min: 0</p>
      					<p>max gradient: <span id="span1"></span>, min: -0.0078</p>
      				</div>
      				<div class="input_right">
      					<h3>Activations:</h3>
      					<canvas id="actmap" width="48" height="48"></canvas>
      					<br />
      					<h3>Activation Gradients:</h3>
      					<canvas id="actmap1" width="48" height="48"></canvas>
      				</div>
      			</div>
      		</div>
      		<div class="area" id="n44">
      			<div class="input">
      				<div class="input_left">
      					<h3>relu (24x24x8)</h3>
      					<p>pooling size 2x2, stride 2</p>
      					<p>max activation:  <span id="span"></span>, min: 0</p>
      					<p>max gradient: <span id="span1"></span>, min: -0.0078</p>
      				</div>
      				<div class="input_right">
      					<h3>Activations:</h3>
      					<canvas id="actmap" width="48" height="48"></canvas>
      					<br />
      					<h3>Activation Gradients:</h3>
      					<canvas id="actmap1" width="48" height="48"></canvas>
      				</div>
      			</div>
      		</div>
     	</md-content>
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